Major Update
Skills System Upgrade
Enhanced Skills Format with context:fork, auto-load hooks, model_role, 4 built-in skills (/code-review, /mass-change, /session-debug, /skills-assist), CLI integration, security hardening, and bundle consolidation. 21 PRs across 4 repos.
Mar 23, 2026 · 17 slides
Platform Feature
Recipe DOT Docs — Visual Flowcharts for Every Recipe
Automated DOT flowchart generation for recipe YAML files. Deterministic structural conversion + LLM-enhanced accessible labels. Co-located next to source YAML, auto-regenerated by validate-recipes, freshness-tracked via source_hash. 21 recipes documented, already paid off with a parallelization improvement spotted in the diagrams.
14 slides
New Bundle
amplifier-bundle-dot-graph — Knowledge, Validation, Rendering, Intelligence
First-class DOT/Graphviz infrastructure for the Amplifier ecosystem. DOT as reconciliation forcing function, dense representation, multi-scale navigation, analysis substrate, and more.
23 slides
New Bundle
amplifier-bundle-llm-wiki — Persistent Knowledge That Compounds
The Karpathy LLM Wiki pattern as five composable workflow modes (wiki-init, wiki-ingest, wiki-lint, wiki-publish, wiki-query). Zero ambient cost — modes are dormant until activated, then mount shared orientation via refcount. Default-on in amplifier-foundation; canonical reference implementation for §9.7 of the mode schema.
9 slides